Probability and Statistics for Computer Science

AvJames L. Johnson

Inbunden, Engelska, 2003

3 128 kr

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Beskrivning

Comprehensive and thorough development of both probability and statistics for serious computer scientists; goal-oriented: "to present the mathematical analysis underlying probability results"Special emphases on simulation and discrete decision theoryMathematically-rich, but self-contained text, at a gentle paceReview of calculus and linear algebra in an appendixMathematical interludes (in each chapter) which examine mathematical techniques in the context of probabilistic or statistical importanceNumerous section exercises, summaries, historical notes, and Further Readings for reinforcement of content

Produktinformation

Utgivningsdatum:2003-07-30
Mått:162 x 246 x 41 mm
Vikt:1 182 g
Format:Inbunden
Språk:Engelska
Antal sidor:760
Förlag:John Wiley & Sons Inc
ISBN:9780471326724

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Mer om författaren

JAMES L. JOHNSON holds a PhD in Mathematics and has twenty-five years experience in academic and industrial computer science. He is currently Professor of Computer Science at Western Washington University. He is also the author of Database: Models, Languages, Design.

Recensioner i media

"This text will fill a gap in the education of a sophisticated computer science student who has a firm base in mathematics and statistics." (Computing Reviews, May 7, 2009) "…this textbook would be ideal." (The American Statistician, February 2006)"This is really a statistics textbook written explicitly for undergraduate computer science majors…I found the numerous examples of the use of statistics within the field of computer science extremely informative." (Technometrics, November 2004)"Thorough, in-depth, relatively complete and rigorous introduction to the statistics a CS professional should know." (American Mathematical Monthly, August 2004)"This is a rigorous introductory text in probability and statistics, which also develops in a rigorous fashion all the necessary supporting mathematics beyond calculus and algebra." (Mathematical Reviews, issue 2004i)"...one-of-a-kind resource...proves an ideal resource for computer science students and practitioners interested in a probability study..." (Zentralblatt Math, Vol. 1027, 2004)“...presents introductory topics in probability and statistics with particular emphasis on concepts that arise in computer science...disguised also by the feature that it develops all necessary supporting mathematics in a thorough and rigorous fashion.” (Quarterly of Applied Mathematics, Vol. LXI, No. 4, December 2003)

Innehållsförteckning

Preface. 1. Combinatorics and Probability.2. Discrete Distributions.3. Simulation.4. Discrete Decision Theory.5. Real Line-Probability.6. Continuous Distributions.7. Parameter Estimation.Appendix A. Analytical Tools.Appendix B. Statistical Tables.Bibliography.Index.